{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 边界填充"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 边界填充简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 边界填充就是对图像进行一些变换，让原始图像进行扩大。\n",
    "\n",
    "② 边界填充的入口参数：\n",
    "- BORDER_REPLICATE：复制法，也就是复制最边缘像素。\n",
    "- BORDER_REFLECT：反射法，对感兴趣的图像中的像素在两边进行复制例如：fedcba|abcdefgh|hgfedcb   \n",
    "- BORDER_REFLECT_101：反射法，也就是以最边缘像素为轴，对称，gfedcb|abcdefgh|gfedcba\n",
    "- BORDER_WRAP：外包装法cdefgh|abcdefgh|abcdefg  \n",
    "- BORDER_CONSTANT：常量法，常数值填充。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 #opencv的缩写为cv2\n",
    "import matplotlib.pyplot as plt # matplotlib库用于绘图展示\n",
    "import numpy as np   # numpy数值计算工具包\n",
    "\n",
    "# 魔法指令，直接展示图，Jupyter notebook特有\n",
    "%matplotlib inline   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread('01_Picture/01_cat.jpg')\n",
    "\n",
    "top_size,bottom_size,left_size,right_size = (50,50,50,50)  # 填充多少区域\n",
    "\n",
    "# 最后一个入口参数为填充方式\n",
    "\n",
    "# 方式一：复制法\n",
    "replicate = cv2.copyMakeBorder(img,top_size,bottom_size,left_size,right_size,borderType=cv2.BORDER_REPLICATE) \n",
    "# 方式二：反射法\n",
    "reflect = cv2.copyMakeBorder(img,top_size,bottom_size,left_size,right_size,cv2.BORDER_REFLECT)\n",
    "# 方式三：反射法二(不要最边缘的像素)\n",
    "reflect101 = cv2.copyMakeBorder(img,top_size,bottom_size,left_size,right_size,cv2.BORDER_REFLECT_101)      \n",
    "# 方式四：外包装法\n",
    "wrap = cv2.copyMakeBorder(img,top_size,bottom_size,left_size,right_size,borderType=cv2.BORDER_WRAP)\n",
    "# 方式五：常量法\n",
    "constant = cv2.copyMakeBorder(img,top_size,bottom_size,left_size,right_size,cv2.BORDER_CONSTANT,value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.subplot(231), plt.imshow(img,'gray'), plt.title('ORIGINAL')\n",
    "plt.subplot(232), plt.imshow(replicate,'gray'), plt.title('REPLICATE')\n",
    "plt.subplot(233), plt.imshow(reflect,'gray'), plt.title('REPLECT')\n",
    "plt.subplot(234), plt.imshow(wrap,'gray'),plt.title('REFLECT_101')\n",
    "plt.subplot(235), plt.imshow(wrap,'gray'),plt.title('WRAP')\n",
    "plt.subplot(236), plt.imshow(constant,'gray'),plt.title('CONSTAVI')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 阈值越界处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[142 146 151 ... 156 155 154]\n",
      " [107 112 117 ... 155 154 153]\n",
      " [108 112 118 ... 154 153 152]\n",
      " [139 143 148 ... 156 155 154]\n",
      " [153 158 163 ... 160 159 158]]\n",
      "[[152 156 161 ... 166 165 164]\n",
      " [117 122 127 ... 165 164 163]\n",
      " [118 122 128 ... 164 163 162]\n",
      " [149 153 158 ... 166 165 164]\n",
      " [163 168 173 ... 170 169 168]]\n",
      "[[ 38  46  56 ...  66  64  62]\n",
      " [224 234 244 ...  64  62  60]\n",
      " [226 234 246 ...  62  60  58]\n",
      " [ 32  40  50 ...  66  64  62]\n",
      " [ 60  70  80 ...  74  72  70]]\n"
     ]
    }
   ],
   "source": [
    "img_cat = cv2.imread('01_Picture/01_cat.jpg')\n",
    "img_dog = cv2.imread('01_Picture/03_dog.jpg')\n",
    "\n",
    "img_cat2 = img_cat + 10 # 将 img_cat 矩阵中每一个值都加 10\n",
    "print(img_cat[:5,:,0])\n",
    "print(img_cat2[:5,:,0])\n",
    "print((img_cat+img_cat2)[:5,:,0])  # 0-255 若相加越界后 294 用 294%256 获得余数 38     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[255, 255, 255],\n",
       "       [224, 246, 255],\n",
       "       [226, 248, 255],\n",
       "       [255, 255, 255],\n",
       "       [255, 255, 255]], dtype=uint8)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.add(img_cat,img_cat2)[:5,0] # cv2.add 是越界后取最大值 255"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
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}
